Brainloop
 
8. Direct Brain–Computer Communication
  8.2. Neurophysiological considerations
  8.2.1. Dynamics of Brain Oscillations

Two types of oscillations have importance for the BCI:

  1) the Rolandic mu rhythm in the range 7–13 Hz
  2) the central beta rhythm above 13 Hz.

Both rhythms originate in the sensorimotor cortex.

Sensory stimulation, motor behavior, and mental imagery can change the functional connectivity within the cortex and results in:

  1) an amplitude suppression [event-related desynchronization (ERD)] of mu and central beta rhythms.
  2) an amplitude enhancement [event-related synchronization (ERS)] of mu and central beta rhythms.

Preparation and planning of self-paced hand movement results in a short-lasting desynchronization (ERD) of Rolandic mu and central beta rhythms. In other words Beta oscillations desynchronized during the preparation and execution of a motor act.
However, alpha and beta frequency components differ with respect to temporal behavior.

The picture (upper panel) presents data from a voluntary movement experiment demonstrating the existence of at least three different types of oscillations at the same electrode location over the sensorimotor hand area during brisk finger lifting.
The alpha band (mu) ERD (10–12 Hz) starts 2.5 s before movement-onset, reaches maximal desynchronization shortly after movement-onset, and recovers to baseline level within a few seconds. The central beta activity (14–18 Hz), in contrast, displays a short-lasting ERD during initiation of movement followed by a synchronization (ERS) with a maximum after movement execution.



Picture: Upper panel: Superimposed band power time courses computed for three different frequency bands (10–12 Hz, 14–18 Hz, and 36–40 Hz) from EEG trials recorded from electrode position C3 during right index finger lifting. EEG data are triggered with respect to movement-offset (vertical line at t = 0 s). Note the beginning of mu ERD around 2.5 s prior to movement-offset, the maximum of gamma ERS immediately prior to movement-onset and the maximum of the beta ERS within the first second after movement-offset. Lower panel: Examples of ongoing EEG recorded during right finger movement. Movement-onset at t = 0 s. Note the EEG desynchronization (ERD) at central electrode locations prior to movement-onset and the enhanced alpha band activity over the posterior region (ERS) during movement.

 
8. Direct Brain–Computer Communication
  8.1. A short overview of EEG-based BCI systems
8.2. Neurophysiological considerations
  8.2.1. Dynamics of Brain Oscillations
8.2.2. Motor Imagery
8.3. Components of graz BCI
  8.3.1. Parameter Estimation and Classification
  8.3.1.1. Band Power Estimates
8.3.1.2. Adaptive Autoregressive Model
8.3.1.3. Common Spatial Patterns
8.3.1.4. Hidden Markov Model
8.3.2. Hardware–Software Requirements
  8.4. Man–Machine Learning Dilemma (MMLD)
  8.5. Visual target stimulus modifying the EEG
   

Source: Motor Imagery and Direct Brain–Computer Communication, Gert Pfurtscheller and Christa Neuper
 
 
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